{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "159f7029-9f98-48b1-aa8f-d3ab43894deb",
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "import torch\n",
    "import random\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import torch.nn as nn\n",
    "from tqdm import tqdm\n",
    "from typing import List, Dict\n",
    "from torch.optim import Adam\n",
    "import torch.nn.functional as F\n",
    "from torch.utils.data import Dataset\n",
    "from torch.utils.data import DataLoader\n",
    "from dataclasses import dataclass, field\n",
    "from torch_scatter import scatter_sum, scatter_softmax\n",
    "from Bio import SeqIO  # pip install biopython\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "1faeb703",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "/workspace/sais_medicine\n"
     ]
    }
   ],
   "source": [
    "# Define Configuration Classes\n",
    "root_dir = os.path.dirname(os.getcwd())\n",
    "print(root_dir)\n",
    "datapath = 'saistraindata'\n",
    "datapath = 'saisdata'\n",
    "@dataclass\n",
    "class DataConfig:\n",
    "    datapath: str = f'{root_dir}/{datapath}'  # 数据根目录\n",
    "    fasta_data_path: str = f'{datapath}/seqs'  # 标签数据\n",
    "    coords_data_path: str = f'{datapath}/coords'  # 特征数据\n",
    "    outputs_path: str = f'{root_dir}/outputs'\n",
    "    \n",
    "    train_npy_data_dir: str = f'{datapath}/coords'\n",
    "    valid_npy_data_dir: str = f'{datapath}/coords'\n",
    "    test_npy_data_dir: str = f'{datapath}/coords'\n",
    "    \n",
    "    train_data_path: str = f'{root_dir}/outputs/public_train_data.csv'\n",
    "    valid_data_path: str = f'{root_dir}/outputs/public_valid_data.csv'\n",
    "    test_data_path: str = f'{root_dir}/outputs/public_test_data.csv'\n",
    "\n",
    "@dataclass\n",
    "class ModelConfig:\n",
    "    smoothing: float = 0.1\n",
    "    hidden: int = 128\n",
    "    vocab_size: int = 4  # 明确指定为 int 类型\n",
    "    k_neighbors: int = 30  # 明确指定为 int 类型\n",
    "    dropout: float = 0.1\n",
    "    node_feat_types: List[str] = field(default_factory=lambda: ['angle', 'distance', 'direction'])  # 使用 field 避免可变对象问题\n",
    "    edge_feat_types: List[str] = field(default_factory=lambda: ['orientation', 'distance', 'direction'])  # 同上\n",
    "    num_encoder_layers: int = 3\n",
    "    num_decoder_layers: int = 3  # 修正为整数，去掉多余的小数点\n",
    "\n",
    "@dataclass\n",
    "class TrainConfig:\n",
    "    batch_size: int = 8\n",
    "    epoch: int = 10\n",
    "    lr: float = 0.001\n",
    "    output_dir: str = f'{root_dir}/code/weights'\n",
    "    ckpt_path: str = f'{root_dir}/code/weights/best.pt'\n",
    "\n",
    "@dataclass\n",
    "class Config:\n",
    "    pipeline: str = 'train'\n",
    "    seed: int = 2025\n",
    "    device: str = 'cuda' if torch.cuda.is_available() else 'cpu'\n",
    "    data_config: DataConfig = DataConfig()\n",
    "    model_config: ModelConfig = ModelConfig()\n",
    "    train_config: TrainConfig = TrainConfig()\n",
    "    seq_vocab: str = \"AUCG\""
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f6c9a137",
   "metadata": {},
   "source": [
    "### Data processing\n",
    "This code implements an RNA data processing pipeline for machine learning tasks using PyTorch and Biopython."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fa48eb54",
   "metadata": {},
   "source": [
    "## 读一下数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "9d2bfbf9",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'name': '7Y7R_1_F', 'coords': {'P': array([[-69.91799927,   1.93599999, -48.22100067],\n",
      "       [-66.27200317,  -1.19500005, -49.98099899],\n",
      "       [-63.77299881,  -5.46999979, -52.2120018 ],\n",
      "       [-62.18999863, -11.99199963, -52.14400101],\n",
      "       [-62.84999847, -17.57600021, -49.36600113]]), \"O5'\": array([[-68.59600067,   1.08399999, -47.99100113],\n",
      "       [-64.91200256,  -2.01900005, -50.04999924],\n",
      "       [-62.77000046,  -6.65700006, -52.55899811],\n",
      "       [-62.17200089, -12.90200043, -50.83399963],\n",
      "       [-63.23500061, -17.98800087, -47.87099838]]), \"C5'\": array([[-67.82099915,   1.26199996, -46.81800079],\n",
      "       [-63.72200012,  -1.421     , -50.53900146],\n",
      "       [-62.90000153,  -7.93100023, -51.9469986 ],\n",
      "       [-61.01300049, -13.64799976, -50.50699997],\n",
      "       [-62.36600113, -18.75799942, -47.04299927]]), \"C4'\": array([[-66.35099792,   1.37800002, -47.13299942],\n",
      "       [-62.52600098,  -2.31100011, -50.31200027],\n",
      "       [-61.61500168,  -8.3739996 , -51.2820015 ],\n",
      "       [-61.00299835, -14.13000011, -49.07799911],\n",
      "       [-63.07400131, -19.18000031, -45.78300095]]), \"C3'\": array([[-65.71099854,   0.154     , -47.77999878],\n",
      "       [-62.76800156,  -3.80599999, -50.4469986 ],\n",
      "       [-61.61000061,  -9.81499958, -50.77999878],\n",
      "       [-62.01499939, -15.19099998, -48.68299866],\n",
      "       [-64.42099762, -19.875     , -45.97600174]]), \"O3'\": array([[-65.86499786,   0.15000001, -49.19400024],\n",
      "       [-62.80099869,  -4.2579999 , -51.79100037],\n",
      "       [-61.23699951, -10.74400043, -51.78499985],\n",
      "       [-61.69300079, -16.48200035, -49.16500092],\n",
      "       [         nan,          nan,          nan]])}, 'seq': 'CGACG'}\n"
     ]
    }
   ],
   "source": [
    "# Define function to read FASTA files using Biopython\n",
    "def read_fasta_biopython(file_path):\n",
    "    sequences = {}\n",
    "    for record in SeqIO.parse(file_path, \"fasta\"):\n",
    "        sequences[record.id] = str(record.seq)\n",
    "    return sequences\n",
    "\n",
    "\n",
    "# Define RNADataset Class and Seeding Function\n",
    "class RNADatasetV2(Dataset):\n",
    "    def __init__(self, data_path, is_train=True):\n",
    "        super(RNADatasetV2, self).__init__()\n",
    "        self.npy_dir = data_path + \"/coords\"\n",
    "        self.name_list = [i[:-4] for i in os.listdir(data_path + \"/coords\")]\n",
    "        self.seq_dir =  data_path + \"/seqs/\"\n",
    "        self.cache = {}\n",
    "        self.is_train = is_train\n",
    "\n",
    "    def __len__(self):\n",
    "        return len(self.name_list)\n",
    "\n",
    "    def get_pdb_id(self, idx):\n",
    "        return self.name_list[idx]\n",
    "\n",
    "    def merge_coords_file_path(self, pdb_id):\n",
    "        return os.path.join(self.npy_dir, pdb_id + '.npy')\n",
    "\n",
    "    def load_feature(self, pdb_id):\n",
    "        coords = np.load(self.merge_coords_file_path(pdb_id))\n",
    "        feature = {\n",
    "            \"name\": pdb_id,\n",
    "            \"coords\": {\n",
    "                \"P\": coords[:, 0, :],\n",
    "                \"O5'\": coords[:, 1, :],\n",
    "                \"C5'\": coords[:, 2, :],\n",
    "                \"C4'\": coords[:, 3, :],\n",
    "                \"C3'\": coords[:, 4, :],\n",
    "                \"O3'\": coords[:, 5, :],\n",
    "            }\n",
    "        }\n",
    "\n",
    "        return feature\n",
    "    \n",
    "    def load_seq(self, pdb_id):\n",
    "        return list(read_fasta_biopython(self.seq_dir + pdb_id + \".fasta\").values())[0]\n",
    "    \n",
    "    def first_load(self, idx):\n",
    "        pdb_id = self.get_pdb_id(idx)\n",
    "        feature = self.load_feature(pdb_id)\n",
    "        if self.is_train:\n",
    "            feature[\"seq\"] = self.load_seq(pdb_id)\n",
    "        else:\n",
    "            feature[\"seq\"] = None\n",
    "        return feature\n",
    "\n",
    "    def __getitem__(self, idx):\n",
    "        if idx in self.cache:\n",
    "            return self.cache[idx]\n",
    "        else:\n",
    "            data = self.first_load(idx)\n",
    "            self.cache[idx] = data\n",
    "            return data\n",
    "    \n",
    "    def __iter__(self):\n",
    "        for idx in range(len(self)):\n",
    "            yield self.__getitem__(idx)\n",
    "\n",
    "    def get_lengths_by_indices(self, indices):\n",
    "        lengths = []\n",
    "        for idx in indices:\n",
    "            pdb_id = self.get_pdb_id(idx)\n",
    "            file_path = self.merge_coords_file_path(pdb_id)\n",
    "            with open(file_path, 'rb') as f:\n",
    "                # 读取文件头的前8字节（魔数和版本号）\n",
    "                version = np.lib.format.read_magic(f)\n",
    "                # 读取文件头信息（包含shape/dtype等）\n",
    "                shape, _, _ = np.lib.format._read_array_header(f, version)\n",
    "            lengths.append(shape[0])\n",
    "        return lengths\n",
    "    \n",
    "dataset = RNADatasetV2(\n",
    "    data_path=DataConfig.datapath,\n",
    "    is_train=True\n",
    ")\n",
    "print(dataset[0])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9760eda1",
   "metadata": {},
   "source": [
    "## 可视化\n",
    "\n",
    "+ 缺失值最好用相同碱基的均值填充\n",
    "+ 临近碱基通过均值计算邻域"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "id": "de10bb2a",
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "from collections import Counter\n",
    "from matplotlib.ticker import PercentFormatter\n",
    "\n",
    "\n",
    "\n",
    "def plot_length_distribution(samples, width=50, max_length=float('inf')):\n",
    "    \"\"\"\n",
    "    可视化样本长度分布\n",
    "    \n",
    "    参数:\n",
    "    samples -- 样本列表，每个元素是一个字符串或序列\n",
    "    \"\"\"\n",
    "    # 计算每个样本的长度\n",
    "    lengths = [len(sample) for sample in samples if len(sample) < max_length]\n",
    "    print(f\"大于阈值的数据: {len(samples) - len(lengths)}\")\n",
    "    # 已知分箱边界和频数\n",
    "    bin_edges = range(0, max(lengths)+width+1, width)\n",
    "    frequencies = [0] * (len(bin_edges)-1)\n",
    "    for length in lengths:\n",
    "        key = int((length - 0) // width)\n",
    "        frequencies[key] = frequencies[key] + 1\n",
    "    # 计算频率和宽度\n",
    "    total = sum(frequencies)\n",
    "    relative_freq = [f/total for f in frequencies]\n",
    "    widths = [bin_edges[i+1]-bin_edges[i] for i in range(len(bin_edges)-1)]\n",
    "\n",
    "    plt.figure(figsize=(12, 6))\n",
    "    bars = plt.bar(bin_edges[:-1], relative_freq, width=widths, \n",
    "               align='edge', color='lightgreen', edgecolor='black')\n",
    "    plt.plot(bin_edges[:-1], relative_freq, 'b-', linewidth=2)\n",
    "\n",
    "    # 自定义y轴为百分比格式\n",
    "    plt.gca().yaxis.set_major_formatter(PercentFormatter(1))  # 1表示100%\n",
    "\n",
    "    plt.xlabel('Value Range')\n",
    "    plt.ylabel('Percentage')\n",
    "    plt.title('Percentage Histogram with Exact Bin Boundaries')\n",
    "\n",
    "    # 添加标签\n",
    "    for bar in bars:\n",
    "        height = bar.get_height()\n",
    "        plt.annotate(f'{height:.0%}',\n",
    "                    xy=(bar.get_x() + bar.get_width()/2, height),\n",
    "                    xytext=(0, 3),\n",
    "                    textcoords=\"offset points\",\n",
    "                    ha='center', va='bottom')\n",
    "\n",
    "    plt.grid(True, linestyle='--', alpha=0.5)\n",
    "    plt.tight_layout()\n",
    "    plt.show()\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "id": "64d5c0f1",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "大于阈值的数据: 0\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 示例用法\n",
    "test_samples = [data[\"seq\"] for data in dataset]\n",
    "# 大部分序列长度是150以内占67%, G占30% A占25%\n",
    "plot_length_distribution(test_samples, width=50)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "68c9c835",
   "metadata": {},
   "source": [
    "### 类别可视化"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "id": "8a953010",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "defaultdict(<class 'int'>, {'C': 316162, 'G': 409475, 'A': 334265, 'U': 268917})\n",
      "1328819\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from collections import defaultdict\n",
    "\n",
    "\n",
    "def plot_histogram(freq_dict):\n",
    "    \"\"\"绘制字符频数直方图\"\"\"\n",
    "    chars = sorted(freq_dict.keys())\n",
    "    counts = [freq_dict[c] for c in chars]\n",
    "    \n",
    "    plt.figure(figsize=(6, 6))\n",
    "    bars = plt.bar(chars, counts, color='skyblue', edgecolor='black')\n",
    "    \n",
    "    # 添加数值标签\n",
    "    for bar in bars:\n",
    "        height = bar.get_height()\n",
    "        plt.annotate(f'{height}',\n",
    "                     xy=(bar.get_x() + bar.get_width()/2, height),\n",
    "                     xytext=(0, 3),\n",
    "                     textcoords=\"offset points\",\n",
    "                     ha='center', va='bottom')\n",
    "    \n",
    "    plt.title('Character Frequency Histogram')\n",
    "    plt.xlabel('Characters')\n",
    "    plt.ylabel('Frequency')\n",
    "    plt.grid(axis='y', linestyle='--', alpha=0.7)\n",
    "    plt.tight_layout()\n",
    "    plt.show()\n",
    "\n",
    "if __name__ == \"__main__\":\n",
    "    samples = [data[\"seq\"] for data in dataset]\n",
    "\n",
    "    sc = defaultdict(int)\n",
    "    for sample in samples:\n",
    "        for s in sample:\n",
    "            sc[s] = sc[s]+1\n",
    "    print(sc)\n",
    "    print(sum(sc.values()))\n",
    "    plot_histogram(sc)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "4d40ba9a",
   "metadata": {},
   "outputs": [],
   "source": [
    "### 测试集"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "b41ab113",
   "metadata": {},
   "outputs": [],
   "source": [
    "with open('/workspace/sais_medicine/test.txt', 'r') as fp:\n",
    "    lines = fp.readlines()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "id": "c2058830",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "大于阈值的数据: 7\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "datas = []\n",
    "for line in lines:\n",
    "    data = line.split(',')[1][2:-3]\n",
    "    datas.append(data)\n",
    "\n",
    "lengths = [len(data) for data in datas]\n",
    "\n",
    "# 测试集105条，大于1000： 7条，130到1000：7条，小于130：91条\n",
    "plot_length_distribution(datas, width=5, max_length=1000)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "d2e7c465",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(35, 3) (35,)\n",
      "<matplotlib.colors.ListedColormap object at 0x7f16da6e8cd0>\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 700x700 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from mpl_toolkits.mplot3d import Axes3D\n",
    "\n",
    "data_dir = '/workspace/sais_medicine/saisdata/coords'\n",
    "pdb_data_dir = [os.path.join(data_dir, i) for i in os.listdir(data_dir)]\n",
    "coords = np.load(pdb_data_dir[0])\n",
    "points = np.nan_to_num(coords, nan=0.0)\n",
    "points = points[:20, :, :]\n",
    "cls_id = np.array(range(points.shape[0])).reshape(-1, 1)  # 根据基团上色\n",
    "# np.random.shuffle(cls_id)\n",
    "\n",
    "categories = np.zeros((points.shape[0], points.shape[1])) + cls_id\n",
    "categories = categories.reshape(-1)\n",
    "points = points.reshape(-1, 3)\n",
    "print(points.shape, categories.shape)\n",
    "\n",
    "\n",
    "# 创建一个新的图形\n",
    "fig = plt.figure(figsize=(7, 7))\n",
    "ax = fig.add_subplot(111, projection='3d')\n",
    "\n",
    "# 获取所有不同的类别\n",
    "unique_categories = np.unique(categories)\n",
    "\n",
    "# 为每个类别分配一种颜色\n",
    "colors = plt.colormaps.get_cmap('tab20').resampled(len(unique_categories))  # tab10', tab20', 'gist_rainbow'\n",
    "# colors = plt.colormaps['tab20c']\n",
    "print(colors)\n",
    "\n",
    "\n",
    "# 绘制点云\n",
    "for i, category in enumerate(unique_categories):\n",
    "    # 找到属于当前类别的点\n",
    "    points_in_category = points[categories == category]\n",
    "    ax.scatter(points_in_category[:, 0], points_in_category[:, 1], points_in_category[:, 2],\n",
    "               c=np.array([colors(i)]), label=f'C {category}')\n",
    "\n",
    "# 添加图例\n",
    "plt.legend()\n",
    "\n",
    "# 设置轴标签\n",
    "ax.set_xlabel('X Label')\n",
    "ax.set_ylabel('Y Label')\n",
    "ax.set_zlabel('Z Label')\n",
    "\n",
    "# 显示图形\n",
    "plt.show()"
   ]
  }
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